Oil paint is a highly flammable liquid that can easily ignite if left unchecked. To clean up any oil paint spills, first remove any excess paint with a cloth or a bucket. Then, use a vacuum cleaner to suck the oil out of the area. Finally, dry the area off with a paper towel or an air-purifier.